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Record W6931666420 · doi:10.5683/sp3/ikhbtp

Data set to accompany manuscript "Behavioural evidence of a humidistat: a temperature-compensating mechanism of hydroregulation"

2024· dataset· en· W6931666420 on OpenAlexaff

Bibliographic record

VenueBorealis · 2024
Typedataset
Languageen
Field
Topic
Canadian institutionsBrock University
Fundersnot available
KeywordsHumidityAmphibianSalamanderVapour Pressure DeficitDesiccationRelative humidityCaudataHabitatSelection (genetic algorithm)

Abstract

fetched live from OpenAlex

1. Water availability on land fluctuates both spatially and temporally, making the ability to control hydration state essential for terrestrial species. This is especially true in amphibians, which are more susceptible to dehydration than other vertebrates. Here, we used a laboratory humidity gradient to test how temperature (17°C vs. 22°C) affected behavioural hydroregulation in the spotted salamander (Ambystoma maculatum). 2. We found that salamanders defended a constant vapour pressure deficit (VPD), which was achieved by altering relative humidity (RH) selection between temperatures. Targeting a higher RH at 22°C than at 17°C possibly compensates for increased evaporative demand at higher temperatures, indicating a temperature-compensating behavioural mechanism. 3. Salamanders that selected higher VPDs experienced greater rates of evaporative water loss (EWL), with larger individuals showing higher EWL rates than smaller ones, even after accounting for temperature effects. Together, these results highlight a trade-off among body size, humidity preference, and desiccation tolerance. Salamanders also rehydrated faster at 22°C than at 17°C, showcasing temperature-dependent differences in water uptake rates. 4. Our findings demonstrate that field measurements such as RH alone are insufficient to predict behaviours of A. maculatum, since their behavioural preferences are mediated by how they manage water loss biophysically, rather than through simple meteorological measurements. 5. Therefore, ecophysiological measures should be considered in any field studies assessing habitat or microhabitat usage. Ultimately, our study underscores the complexity of amphibian hydroregulation and emphasises the critical role of behavioural strategies in maintaining hydration state.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.046
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.731
Threshold uncertainty score0.384

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.046
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0030.005
Science and technology studies0.0030.001
Scholarly communication0.0050.003
Open science0.0040.005
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.7310.355

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.132
GPT teacher head0.353
Teacher spread0.221 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designObservational
Domainnot available
GenreDataset

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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